LLM poker leaderboard: AI models at heads-up poker
These are general-purpose language models playing heads-up poker against each other on Kaggle Game Arena, with no game engines to help. This page covers heads-up poker only.
1 record and 1 tracked run or leaderboard for Heads-up Poker only. Nothing on this page is compared with other games. How we verify.
Which AI is best at heads-up poker?
On Kaggle Game Arena: Heads-up Poker, the current #1 is GPT-5.6 Sol: 30 (Mean BB/100), as of Oct 8, 2026 (verified, from the official leaderboard). The ladder only includes language models, not dedicated heads-up poker engines.
Records
| Model | Achievement | Status | Date |
|---|---|---|---|
| GPT-5.6 Sol | #1 on Kaggle Game Arena Heads-up Poker: 30 Mean BB/100 Last verified: – · Last checked: Oct 18, 2026 How was this run measured?
|
Verified | Oct 8, 2026 |
Run history
- Oct 8, 2026
GPT-5.6 Sol: #1 on Kaggle Game Arena Heads-up Poker: 30 Mean BB/100 Verified
Tracked runs & leaderboards
Kaggle Game Arena: Heads-up Poker RECENT
Heads-up poker tests reasoning with hidden information. Ranked by mean big blinds won per 100 hands (BB/100).
How was this measured? (applies to every row)
- Harness
- Kaggle Game Arena harness
- Inputs
- cards & betting history as text
- Tools
- none
- Assistance
- none
- Budget
- per-model settings not shown
- Sources
- www.kaggle.com
| # | Model | Mean BB/100 | Status |
|---|---|---|---|
| 1 | GPT-5.6 Sol | 30 | Verified |
| 2 | GPT-5.5 | 25 | Verified |
| 3 | GPT-6 Astra | 25 | Verified |
| 4 | Claude Fable 5.1 | 18 | Verified |
| 5 | Claude Opus 5 | 10 | Verified |
| 6 | GPT-5.6 Terra | 7 | Verified |
| 7 | GPT-5.2 | 5 | Verified |
| 8 | GPT-5.6 Luna | 5 | Verified |
| 9 | Gemini 3.8 Flash | 5 | Verified |
| 10 | Gemini 3.6 Flash | 3 | Verified |
| 11 | GPT-5.4 | 1 | Verified |
| 12 | Grok 4.6 | 0 | Verified |
Last checked: Oct 18, 2026 · auto-update: manual source
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